{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import bark_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 24\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"constant\"\n",
    "\n",
    "# compute the bark filter banks\n",
    "bark_filbanks = bark_fbanks.bark_filter_banks(nfilts=nfilts,\n",
    "                                              nfft=nfft,\n",
    "                                              fs=fs,\n",
    "                                              low_freq=low_freq,\n",
    "                                              high_freq=high_freq,\n",
    "                                              scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(bark_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import bark_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 24\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"ascendant\"\n",
    "\n",
    "# compute the bark filter banks\n",
    "bark_filbanks = bark_fbanks.bark_filter_banks(nfilts=nfilts,\n",
    "                                              nfft=nfft,\n",
    "                                              fs=fs,\n",
    "                                              low_freq=low_freq,\n",
    "                                              high_freq=high_freq,\n",
    "                                              scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(bark_filbanks, \"Amplitude\", \"Frequency (Hz)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import bark_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 24\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"descendant\"\n",
    "\n",
    "# compute the bark filter banks\n",
    "bark_filbanks = bark_fbanks.bark_filter_banks(nfilts=nfilts,\n",
    "                                              nfft=nfft,\n",
    "                                              fs=fs,\n",
    "                                              low_freq=low_freq,\n",
    "                                              high_freq=high_freq,\n",
    "                                              scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(bark_filbanks, \"Amplitude\", \"Frequency (Hz)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
